{"id":160,"date":"2020-09-06T09:54:31","date_gmt":"2020-09-06T09:54:31","guid":{"rendered":"http:\/\/www.keithdillon.com\/?page_id=160"},"modified":"2020-09-06T15:01:22","modified_gmt":"2020-09-06T15:01:22","slug":"machine-learning-fall-2018","status":"publish","type":"page","link":"https:\/\/www.keithdillon.com\/index.php\/machine-learning-fall-2018\/","title":{"rendered":"Machine Learning Fall 2018"},"content":{"rendered":"<h1>Overview<\/h1>\r\n<p>This is a hands-on class surveying a range of mathematical methods, models, and concepts used in machine learning.\u00a0 An understanding of basic linear algebra and probability is needed, as well as programming skills. Python will be used.<\/p>\r\n\r\n<h1>Slides<\/h1>\r\n\r\n\r\n\r\n<ol>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning01_IntroAndPerceptron.slides.html\" target=\"_blank\" rel=\"noreferrer noopener\">Introduction and Perceptron<\/a>\r\n<ul>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning01_code.slides.html\">code<\/a><\/li>\r\n<\/ul>\r\n<\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning02_PythonTools.slides.html\">Python tools for ML<\/a>\r\n<ul>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/skLearn.html\">scikit-learn exercise<\/a><\/li>\r\n<\/ul>\r\n<\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning03_Linear_algebra.slides.html\">Linear algebra Review<\/a>\r\n<ul>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning03_MNIST_dim_reduction.html\">dim reduction exercise<\/a><\/li>\r\n<\/ul>\r\n<\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning04_LinearAlgebra2.slides.html\">Linear algebra review, part II<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning05_Curse_of_Dimensionality.slides.html\">Curse of dimensionality<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning05_kNN.slides.html\">k nearest neighbor classification<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning07_Statistics.slides.html\">Statistics for ML<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning08_Probability.slides.html\">Probability and Naive Bayes<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning10_ModelOptimization.slides.html\">Model optimization and regularization<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning12_BiasVarianceAndMetrics.slides.html\">Bias, variance, and metrics<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning13_SVM.slides.html\">Support vector machines<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning14_NeuralNetworks.slides.html\">Neural Networks<\/a><\/li>\r\n<li><a href=\"https:\/\/www.keithdillon.com\/classes\/UNH\/6003-01\/MachineLearning15_DeepLearning.slides.html\">Deep Learning with Keras<\/a><\/li>\r\n<\/ol>\r\n<p>&nbsp;<\/p>\r\n<p>&nbsp;<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Overview This is a hands-on class surveying a range of mathematical methods, models, and concepts used in machine learning.\u00a0 An understanding of basic linear algebra and probability is needed, as well as programming skills. Python will be used. Slides Introduction<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/160"}],"collection":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/comments?post=160"}],"version-history":[{"count":15,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/160\/revisions"}],"predecessor-version":[{"id":236,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/160\/revisions\/236"}],"wp:attachment":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/media?parent=160"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}